Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	1958
Missing cells	10323
Missing cells (%)	29.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	264.0 KiB
Average record size in memory	138.1 B

Variable types

NUM	15
CAT	2
BOOL	1

Warnings

`country` has a high cardinality: 196 distinct values	High cardinality
`production_chickens_tonnes` is highly correlated with `stocks_chickens_thsdhd` and 2 other fields	High correlation
`stocks_chickens_thsdhd` is highly correlated with `production_chickens_tonnes` and 2 other fields	High correlation
`slaughtered_chickens_thsdhd` is highly correlated with `stocks_chickens_thsdhd` and 2 other fields	High correlation
`stocks_chickens_thsdhd_lag` is highly correlated with `stocks_chickens_thsdhd` and 2 other fields	High correlation
`producerprice_chickens_live_lcupertonne` is highly correlated with `producerprice_chickens_carcass_lcupertonne` and 2 other fields	High correlation
`producerprice_chickens_carcass_lcupertonne` is highly correlated with `producerprice_chickens_live_lcupertonne` and 2 other fields	High correlation
`producerprice_chickens_carcass_slcpertonne` is highly correlated with `producerprice_chickens_carcass_lcupertonne` and 2 other fields	High correlation
`producerprice_chickens_live_slcpertonne` is highly correlated with `producerprice_chickens_carcass_lcupertonne` and 2 other fields	High correlation
`stocks_chickens_thsdhd` has 35 (1.8%) missing values	Missing
`stocks_chickens_thsdhd_lag` has 214 (10.9%) missing values	Missing
`stockschange_chickens_thsdhd` has 232 (11.8%) missing values	Missing
`producerprice_chickens_carcass_lcupertonne` has 1535 (78.4%) missing values	Missing
`producerprice_chickens_live_lcupertonne` has 1290 (65.9%) missing values	Missing
`producerprice_chickens_carcass_slcpertonne` has 1535 (78.4%) missing values	Missing
`producerprice_chickens_live_slcpertonne` has 1290 (65.9%) missing values	Missing
`producerprice_chickens_carcass_usdpertonne` has 1540 (78.7%) missing values	Missing
`producerprice_chickens_live_usdpertonne` has 1297 (66.2%) missing values	Missing
`producerprice_chickens_carcass_index` has 689 (35.2%) missing values	Missing
`producerprice_chickens_live_index` has 656 (33.5%) missing values	Missing
`stockschange_chickens_thsdhd` is highly skewed (γ1 = 21.45703561)	Skewed
`country` is uniformly distributed	Uniform
`stockschange_chickens_thsdhd` has 151 (7.7%) zeros	Zeros

Reproduction

Analysis started	2022-04-08 16:38:24.332690
Analysis finished	2022-04-08 16:39:04.873103
Duration	40.54 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

country
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	196
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Memory size	15.3 KiB

Poland	10
Eswatini	10
Tonga	10
Armenia	10
Mexico	10
Other values (191)	1908

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Poland	10	0.5%
Eswatini	10	0.5%
Tonga	10	0.5%
Armenia	10	0.5%
Mexico	10	0.5%
Jordan	10	0.5%
Botswana	10	0.5%
United States of America	10	0.5%
Azerbaijan	10	0.5%
Oman	10	0.5%
Other values (186)	1858	94.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	52
Median length	7.5
Mean length	10.1195097
Min length	4

year
Real number (ℝ_≥0)

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2015.504597
Minimum	2011
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	2011
5-th percentile	2011
Q1	2013
median	2016
Q3	2018
95-th percentile	2020
Maximum	2020
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.870876317
Coefficient of variation (CV)	0.001424395817
Kurtosis	-1.223366815
Mean	2015.504597
Median Absolute Deviation (MAD)	2
Skewness	-0.0008683544075
Sum	3946358
Variance	8.241930828
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2012	196	10.0%
2013	196	10.0%
2014	196	10.0%
2015	196	10.0%
2016	196	10.0%
2017	196	10.0%
2018	196	10.0%
2019	196	10.0%
2020	196	10.0%
2011	194	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2011	194	9.9%
2012	196	10.0%
2013	196	10.0%
2014	196	10.0%
2015	196	10.0%

Value	Count	Frequency (%)
2020	196	10.0%
2019	196	10.0%
2018	196	10.0%
2017	196	10.0%
2016	196	10.0%

stocks_chickens_thsdhd
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1663
Distinct (%)	86.5%
Missing	35
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%

Mean	179396.2912
Minimum	5
Maximum	9222100
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	5
5-th percentile	191
Q1	3600
median	18198
Q3	64486
95-th percentile	409150.7
Maximum	9222100
Range	9222095
Interquartile range (IQR)	60886

Descriptive statistics

Standard deviation	828276.2365
Coefficient of variation (CV)	4.617019844
Kurtosis	69.96891515
Mean	179396.2912
Median Absolute Deviation (MAD)	17503
Skewness	7.969929737
Sum	344979068
Variance	6.86041524e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	20	1.0%
200	10	0.5%
15000	10	0.5%
1000	8	0.4%
1300	8	0.4%
18	7	0.4%
270	7	0.4%
34000	6	0.3%
250	6	0.3%
138000	6	0.3%
Other values (1653)	1835	93.7%
(Missing)	35	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	20	1.0%
17	4	0.2%
18	7	0.4%
19	5	0.3%
20	4	0.2%

Value	Count	Frequency (%)
9222100	1	0.1%
9177200	1	0.1%
9038300	1	0.1%
8913800	1	0.1%
8776700	1	0.1%

yield_chickens_tenthgramperhd
Real number (ℝ_≥0)

Distinct	1360
Distinct (%)	69.6%
Missing	4
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	13368.87922
Minimum	5493
Maximum	30002
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	5493
5-th percentile	7833.55
Q1	9001
median	12650.5
Q3	16630.75
95-th percentile	21654.2
Maximum	30002
Range	24509
Interquartile range (IQR)	7629.75

Descriptive statistics

Standard deviation	4960.148314
Coefficient of variation (CV)	0.3710220005
Kurtosis	0.8568602339
Mean	13368.87922
Median Absolute Deviation (MAD)	3690.5
Skewness	0.9161210882
Sum	26122790
Variance	24603071.29
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8000	149	7.6%
10000	132	6.7%
9000	44	2.2%
12000	14	0.7%
5500	12	0.6%
30000	11	0.6%
11500	11	0.6%
8333	11	0.6%
11000	10	0.5%
7980	9	0.5%
Other values (1350)	1551	79.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5493	1	0.1%
5497	1	0.1%
5500	12	0.6%
5556	1	0.1%
5625	1	0.1%

Value	Count	Frequency (%)
30002	2	0.1%
30001	1	0.1%
30000	11	0.6%
29999	1	0.1%
29998	2	0.1%

production_chickens_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1800
Distinct (%)	92.0%
Missing	2
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	611882.0133
Minimum	0
Maximum	20490251
Zeros	4
Zeros (%)	0.2%
Memory size	15.3 KiB

Quantile statistics

Minimum	0
5-th percentile	244.75
Q1	6769
median	53111
Q3	235751.75
95-th percentile	2071032
Maximum	20490251
Range	20490251
Interquartile range (IQR)	228982.75

Descriptive statistics

Standard deviation	2155959.128
Coefficient of variation (CV)	3.523488321
Kurtosis	41.89344256
Mean	611882.0133
Median Absolute Deviation (MAD)	52180.5
Skewness	6.259686244
Sum	1196841218
Variance	4.648159761e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	10	0.5%
4	10	0.5%
19	6	0.3%
3600	6	0.3%
20	6	0.3%
6300	5	0.3%
0	4	0.2%
22	4	0.2%
283	4	0.2%
20000	4	0.2%
Other values (1790)	1897	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	0.2%
4	10	0.5%
5	10	0.5%
9	1	0.1%
13	1	0.1%

Value	Count	Frequency (%)
20490251	1	0.1%
20172854	1	0.1%
19568042	1	0.1%
19140570	1	0.1%
18708465	1	0.1%

slaughtered_chickens_thsdhd
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1764
Distinct (%)	90.3%
Missing	4
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	383861.3398
Minimum	0
Maximum	11050548
Zeros	4
Zeros (%)	0.2%
Memory size	15.3 KiB

Quantile statistics

Minimum	0
5-th percentile	202
Q1	6787.25
median	43000
Q3	175528.25
95-th percentile	1246208.25
Maximum	11050548
Range	11050548
Interquartile range (IQR)	168741

Descriptive statistics

Standard deviation	1279072.125
Coefficient of variation (CV)	3.332120202
Kurtosis	38.6097756
Mean	383861.3398
Median Absolute Deviation (MAD)	41400
Skewness	6.014484843
Sum	750065058
Variance	1.636025502e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	11	0.6%
5	10	0.5%
6	10	0.5%
550	7	0.4%
7000	7	0.4%
30000	5	0.3%
4500	4	0.2%
25	4	0.2%
199	4	0.2%
83800	4	0.2%
Other values (1754)	1888	96.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	0.2%
5	10	0.5%
6	10	0.5%
13	3	0.2%
16	2	0.1%

Value	Count	Frequency (%)
11050548	1	0.1%
10801148	1	0.1%
10660781	1	0.1%
10428371	1	0.1%
10297646	1	0.1%

country_inscope
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.9 KiB

False	1828
True	130

Common Values
Chart

Value	Count	Frequency (%)
False	1828	93.4%
True	130	6.6%

stocks_chickens_thsdhd_lag
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1498
Distinct (%)	85.9%
Missing	214
Missing (%)	10.9%
Infinite	0
Infinite (%)	0.0%

Mean	176459.9174
Minimum	5
Maximum	9177200
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	5
5-th percentile	191
Q1	3585.5
median	18000
Q3	63275
95-th percentile	391439.55
Maximum	9177200
Range	9177195
Interquartile range (IQR)	59689.5

Descriptive statistics

Standard deviation	820774.9609
Coefficient of variation (CV)	4.651339368
Kurtosis	70.77353041
Mean	176459.9174
Median Absolute Deviation (MAD)	17346.5
Skewness	8.025246915
Sum	307746096
Variance	6.736715364e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	18	0.9%
15000	9	0.5%
200	9	0.5%
1300	8	0.4%
1000	7	0.4%
270	7	0.4%
18	6	0.3%
138000	6	0.3%
34000	6	0.3%
3600	6	0.3%
Other values (1488)	1662	84.9%
(Missing)	214	10.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	18	0.9%
17	4	0.2%
18	6	0.3%
19	4	0.2%
20	4	0.2%

Value	Count	Frequency (%)
9177200	1	0.1%
9038300	1	0.1%
8913800	1	0.1%
8776700	1	0.1%
8688700	1	0.1%

stockschange_chickens_thsdhd
Real number (ℝ)

MISSING
SKEWED
ZEROS

Distinct	1114
Distinct (%)	64.5%
Missing	232
Missing (%)	11.8%
Infinite	0
Infinite (%)	0.0%

Mean	3832.209733
Minimum	-308347
Maximum	1393102
Zeros	151
Zeros (%)	7.7%
Memory size	15.3 KiB

Quantile statistics

Minimum	-308347
5-th percentile	-2386.5
Q1	0
median	100
Q3	1414.25
95-th percentile	14674.5
Maximum	1393102
Range	1701449
Interquartile range (IQR)	1414.25

Descriptive statistics

Standard deviation	41972.23025
Coefficient of variation (CV)	10.95248777
Kurtosis	705.8181305
Mean	3832.209733
Median Absolute Deviation (MAD)	413
Skewness	21.45703561
Sum	6614394
Variance	1761668112
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	151	7.7%
1	28	1.4%
500	23	1.2%
100	17	0.9%
50	15	0.8%
2	15	0.8%
10	12	0.6%
-1	12	0.6%
5	10	0.5%
11	9	0.5%
Other values (1104)	1434	73.2%
(Missing)	232	11.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-308347	1	0.1%
-304763	1	0.1%
-202538	1	0.1%
-202000	1	0.1%
-175406	1	0.1%

Value	Count	Frequency (%)
1393102	1	0.1%
322127	1	0.1%
315873	1	0.1%
219437	1	0.1%
207670	1	0.1%

producerprice_chickens_carcass_lcupertonne
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	398
Distinct (%)	94.1%
Missing	1535
Missing (%)	78.4%
Infinite	0
Infinite (%)	0.0%

Mean	2887876.288
Minimum	1032
Maximum	98955653
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	1032
5-th percentile	1318.1
Q1	4028.5
median	17698
Q3	250449
95-th percentile	5129833.1
Maximum	98955653
Range	98954621
Interquartile range (IQR)	246420.5

Descriptive statistics

Standard deviation	13863304.8
Coefficient of variation (CV)	4.800518934
Kurtosis	35.27458702
Mean	2887876.288
Median Absolute Deviation (MAD)	16019
Skewness	5.941415946
Sum	1221571670
Variance	1.9219122e+14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6000	5	0.3%
12677	4	0.2%
11660	3	0.2%
2113	2	0.1%
2500000	2	0.1%
1313	2	0.1%
1510	2	0.1%
15419	2	0.1%
710502	2	0.1%
436137	2	0.1%
Other values (388)	397	20.3%
(Missing)	1535	78.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1032	1	0.1%
1052	1	0.1%
1107	1	0.1%
1122	1	0.1%
1150	1	0.1%

Value	Count	Frequency (%)
98955653	1	0.1%
96512309	1	0.1%
95760000	1	0.1%
94528000	1	0.1%
94445000	1	0.1%

producerprice_chickens_live_lcupertonne
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	617
Distinct (%)	92.4%
Missing	1290
Missing (%)	65.9%
Infinite	0
Infinite (%)	0.0%

Mean	1201356.41
Minimum	478
Maximum	42588000
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	478
5-th percentile	860.7
Q1	1857
median	8159
Q3	94078.75
95-th percentile	2971781.95
Maximum	42588000
Range	42587522
Interquartile range (IQR)	92221.75

Descriptive statistics

Standard deviation	5244542.578
Coefficient of variation (CV)	4.365517621
Kurtosis	28.435659
Mean	1201356.41
Median Absolute Deviation (MAD)	7227
Skewness	5.311953918
Sum	802506082
Variance	2.750522685e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1600	7	0.4%
1077	6	0.3%
9039	6	0.3%
3333	4	0.2%
3500	3	0.2%
5060	3	0.2%
1911765	3	0.2%
4000	3	0.2%
932	2	0.1%
1310	2	0.1%
Other values (607)	629	32.1%
(Missing)	1290	65.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
478	1	0.1%
526	1	0.1%
535	1	0.1%
541	1	0.1%
772	1	0.1%

Value	Count	Frequency (%)
42588000	1	0.1%
37780000	1	0.1%
35869333	1	0.1%
34512000	1	0.1%
33565333	1	0.1%

producerprice_chickens_carcass_slcpertonne
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	397
Distinct (%)	93.9%
Missing	1535
Missing (%)	78.4%
Infinite	0
Infinite (%)	0.0%

Mean	2809386.832
Minimum	1032
Maximum	98955653
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	1032
5-th percentile	1318.1
Q1	2838
median	17042
Q3	249500
95-th percentile	4987058.4
Maximum	98955653
Range	98954621
Interquartile range (IQR)	246662

Descriptive statistics

Standard deviation	13832228.72
Coefficient of variation (CV)	4.923575693
Kurtosis	35.75221365
Mean	2809386.832
Median Absolute Deviation (MAD)	15363
Skewness	5.993882377
Sum	1188370630
Variance	1.913305513e+14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6000	5	0.3%
12677	4	0.2%
11660	3	0.2%
250000	2	0.1%
2500000	2	0.1%
1313	2	0.1%
20000	2	0.1%
9338	2	0.1%
2518	2	0.1%
1510	2	0.1%
Other values (387)	397	20.3%
(Missing)	1535	78.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1032	1	0.1%
1052	1	0.1%
1107	1	0.1%
1122	1	0.1%
1150	1	0.1%

Value	Count	Frequency (%)
98955653	1	0.1%
96512309	1	0.1%
95760000	1	0.1%
94528000	1	0.1%
94445000	1	0.1%

producerprice_chickens_live_slcpertonne
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	612
Distinct (%)	91.6%
Missing	1290
Missing (%)	65.9%
Infinite	0
Infinite (%)	0.0%

Mean	1096886.933
Minimum	478
Maximum	42588000
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	478
5-th percentile	862.7
Q1	1722.25
median	7523.5
Q3	87906.25
95-th percentile	2800130.05
Maximum	42588000
Range	42587522
Interquartile range (IQR)	86184

Descriptive statistics

Standard deviation	5141798.49
Coefficient of variation (CV)	4.687628539
Kurtosis	31.25289844
Mean	1096886.933
Median Absolute Deviation (MAD)	6587.5
Skewness	5.603310482
Sum	732720471
Variance	2.643809171e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1600	7	0.4%
1077	6	0.3%
9039	6	0.3%
3333	4	0.2%
4000	3	0.2%
926	3	0.2%
913	3	0.2%
3500	3	0.2%
1911765	3	0.2%
5060	3	0.2%
Other values (602)	627	32.0%
(Missing)	1290	65.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
478	1	0.1%
526	1	0.1%
535	1	0.1%
541	1	0.1%
556	1	0.1%

Value	Count	Frequency (%)
42588000	1	0.1%
37780000	1	0.1%
35869333	1	0.1%
34512000	1	0.1%
33565333	1	0.1%

producerprice_chickens_carcass_usdpertonne
Real number (ℝ_≥0)

MISSING

Distinct	387
Distinct (%)	92.6%
Missing	1540
Missing (%)	78.7%
Infinite	0
Infinite (%)	0.0%

Mean	2834.574163
Minimum	950
Maximum	7794
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	950
5-th percentile	1316.65
Q1	1857.5
median	2472
Q3	3502.25
95-th percentile	5367.95
Maximum	7794
Range	6844
Interquartile range (IQR)	1644.75

Descriptive statistics

Standard deviation	1280.544839
Coefficient of variation (CV)	0.4517591587
Kurtosis	0.5154892801
Mean	2834.574163
Median Absolute Deviation (MAD)	767
Skewness	0.9681768281
Sum	1184852
Variance	1639795.084
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4695	4	0.2%
2068	3	0.2%
4319	3	0.2%
2860	3	0.2%
1847	3	0.2%
3466	2	0.1%
4259	2	0.1%
2011	2	0.1%
4621	2	0.1%
1342	2	0.1%
Other values (377)	392	20.0%
(Missing)	1540	78.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
950	1	0.1%
968	1	0.1%
1028	1	0.1%
1039	1	0.1%
1075	1	0.1%

Value	Count	Frequency (%)
7794	1	0.1%
7204	1	0.1%
7169	1	0.1%
6424	1	0.1%
6322	1	0.1%

producerprice_chickens_live_usdpertonne
Real number (ℝ_≥0)

MISSING

Distinct	585
Distinct (%)	88.5%
Missing	1297
Missing (%)	66.2%
Infinite	0
Infinite (%)	0.0%

Mean	1923.576399
Minimum	445
Maximum	7859
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	445
5-th percentile	888
Q1	1166
median	1517
Q3	2330
95-th percentile	4387
Maximum	7859
Range	7414
Interquartile range (IQR)	1164

Descriptive statistics

Standard deviation	1172.68468
Coefficient of variation (CV)	0.609637694
Kurtosis	4.201603597
Mean	1923.576399
Median Absolute Deviation (MAD)	469
Skewness	1.910726961
Sum	1271484
Variance	1375189.36
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3348	6	0.3%
1187	4	0.2%
964	3	0.2%
1194	3	0.2%
1874	3	0.2%
1568	3	0.2%
1313	3	0.2%
4000	3	0.2%
1205	3	0.2%
930	3	0.2%
Other values (575)	627	32.0%
(Missing)	1297	66.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
445	1	0.1%
547	1	0.1%
549	1	0.1%
550	1	0.1%
619	1	0.1%

Value	Count	Frequency (%)
7859	1	0.1%
7353	1	0.1%
6987	1	0.1%
6929	1	0.1%
6783	1	0.1%

producerprice_chickens_carcass_index
Real number (ℝ_≥0)

MISSING

Distinct	124
Distinct (%)	9.8%
Missing	689
Missing (%)	35.2%
Infinite	0
Infinite (%)	0.0%

Mean	100.7604413
Minimum	17
Maximum	372
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	17
5-th percentile	73
Q1	93
median	100
Q3	107
95-th percentile	130
Maximum	372
Range	355
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	20.76508182
Coefficient of variation (CV)	0.2060836729
Kurtosis	28.25481394
Mean	100.7604413
Median Absolute Deviation (MAD)	7
Skewness	2.689931221
Sum	127865
Variance	431.1886231
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	78	4.0%
99	59	3.0%
98	57	2.9%
101	56	2.9%
96	49	2.5%
102	46	2.3%
94	45	2.3%
97	44	2.2%
104	43	2.2%
95	41	2.1%
Other values (114)	751	38.4%
(Missing)	689	35.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17	1	0.1%
29	1	0.1%
32	1	0.1%
35	2	0.1%
36	1	0.1%

Value	Count	Frequency (%)
372	1	0.1%
231	1	0.1%
227	1	0.1%
206	2	0.1%
195	1	0.1%

producerprice_chickens_live_index
Real number (ℝ_≥0)

MISSING

Distinct	128
Distinct (%)	9.8%
Missing	656
Missing (%)	33.5%
Infinite	0
Infinite (%)	0.0%

Mean	100.5537634
Minimum	31
Maximum	440
Zeros	0
Zeros (%)	0.0%
Memory size	15.3 KiB

Quantile statistics

Minimum	31
5-th percentile	73
Q1	94
median	100
Q3	106
95-th percentile	127
Maximum	440
Range	409
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	21.19035893
Coefficient of variation (CV)	0.210736607
Kurtosis	64.08453351
Mean	100.5537634
Median Absolute Deviation (MAD)	6
Skewness	4.774080083
Sum	130921
Variance	449.0313117
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	87	4.4%
98	71	3.6%
101	65	3.3%
99	58	3.0%
96	56	2.9%
97	52	2.7%
105	48	2.5%
104	45	2.3%
95	41	2.1%
94	41	2.1%
Other values (118)	738	37.7%
(Missing)	656	33.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
31	1	0.1%
32	2	0.1%
34	1	0.1%
35	1	0.1%
38	2	0.1%

Value	Count	Frequency (%)
440	1	0.1%
318	1	0.1%
268	1	0.1%
235	1	0.1%
196	1	0.1%

_merge_prodprice
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

both	1410
left_only	548

Frequencies
Length

Value	Count	Frequency (%)
both	1410	72.0%
left_only	548	28.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	4
Mean length	5.39938713
Min length	4

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	country	year	stocks_chickens_thsdhd	yield_chickens_tenthgramperhd	production_chickens_tonnes	slaughtered_chickens_thsdhd	country_inscope	stocks_chickens_thsdhd_lag	stockschange_chickens_thsdhd	producerprice_chickens_carcass_lcupertonne	producerprice_chickens_live_lcupertonne	producerprice_chickens_carcass_slcpertonne	producerprice_chickens_live_slcpertonne	producerprice_chickens_carcass_usdpertonne	producerprice_chickens_live_usdpertonne	producerprice_chickens_carcass_index	producerprice_chickens_live_index	_merge_prodprice
0	Afghanistan	2011	13378.0	8000.0	25600.0	32000.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	111.0	111.0	both
1	Afghanistan	2012	13212.0	8000.0	24800.0	31000.0	False	13378.0	-166.0	NaN	NaN	NaN	NaN	NaN	NaN	113.0	113.0	both
2	Afghanistan	2013	12053.0	8000.0	26400.0	33000.0	False	13212.0	-1159.0	NaN	NaN	NaN	NaN	NaN	NaN	109.0	109.0	both
3	Afghanistan	2014	11098.0	8000.0	24809.0	31012.0	False	12053.0	-955.0	NaN	NaN	NaN	NaN	NaN	NaN	105.0	105.0	both
4	Afghanistan	2015	11863.0	8000.0	24559.0	30698.0	False	11098.0	765.0	NaN	NaN	NaN	NaN	NaN	NaN	101.0	101.0	both
5	Afghanistan	2016	11899.0	8000.0	24298.0	30372.0	False	11863.0	36.0	NaN	NaN	NaN	NaN	NaN	NaN	93.0	93.0	both
6	Afghanistan	2017	13573.0	8000.0	27694.0	34618.0	False	11899.0	1674.0	NaN	NaN	NaN	NaN	NaN	NaN	90.0	90.0	both
7	Afghanistan	2018	14388.0	8000.0	29336.0	36670.0	False	13573.0	815.0	NaN	NaN	NaN	NaN	NaN	NaN	85.0	85.0	both
8	Afghanistan	2019	13760.0	8000.0	28033.0	35041.0	False	14388.0	-628.0	NaN	NaN	NaN	NaN	NaN	NaN	88.0	88.0	both
9	Afghanistan	2020	13724.0	8000.0	27938.0	34923.0	False	13760.0	-36.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	left_only

Last rows

	country	year	stocks_chickens_thsdhd	yield_chickens_tenthgramperhd	production_chickens_tonnes	slaughtered_chickens_thsdhd	country_inscope	stocks_chickens_thsdhd_lag	stockschange_chickens_thsdhd	producerprice_chickens_carcass_lcupertonne	producerprice_chickens_live_lcupertonne	producerprice_chickens_carcass_slcpertonne	producerprice_chickens_live_slcpertonne	producerprice_chickens_carcass_usdpertonne	producerprice_chickens_live_usdpertonne	producerprice_chickens_carcass_index	producerprice_chickens_live_index	_merge_prodprice
1948	Zimbabwe	2011	22311.0	11500.0	63250.0	55000.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	left_only
1949	Zimbabwe	2012	21050.0	11500.0	63825.0	55500.0	False	22311.0	-1261.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	left_only
1950	Zimbabwe	2013	19749.0	11500.0	63825.0	55500.0	False	21050.0	-1301.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	left_only
1951	Zimbabwe	2014	13311.0	11500.0	57500.0	50000.0	False	19749.0	-6438.0	NaN	4333.0	NaN	4333.0	NaN	4333.0	NaN	105.0	both
1952	Zimbabwe	2015	9510.0	11500.0	60950.0	53000.0	False	13311.0	-3801.0	NaN	4000.0	NaN	4000.0	NaN	4000.0	NaN	97.0	both
1953	Zimbabwe	2016	8000.0	11500.0	66700.0	58000.0	False	9510.0	-1510.0	NaN	4000.0	NaN	4000.0	NaN	4000.0	NaN	97.0	both
1954	Zimbabwe	2017	7965.0	11500.0	69000.0	60000.0	False	8000.0	-35.0	NaN	4000.0	NaN	4000.0	NaN	4000.0	NaN	97.0	both
1955	Zimbabwe	2018	7690.0	11500.0	65550.0	57000.0	False	7965.0	-275.0	NaN	4667.0	NaN	4667.0	NaN	4667.0	NaN	114.0	both
1956	Zimbabwe	2019	7083.0	11500.0	67083.0	58333.0	False	7690.0	-607.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	82.0	both
1957	Zimbabwe	2020	7579.0	11500.0	67211.0	58444.0	False	7083.0	496.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	left_only

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows